Evidence map›Paper›PMID 42352760›Full record

ArticleBehavioral sciences (Basel, Switzerland)2026

Dynamic Network Characteristics of Adolescent Mental Health Symptoms: Gender and Grade Differences Based on a Cross-Lagged Panel Network Model.

Sisi Li, Guangzhen Zhang, Zongbao Liang, Dongquan Liang

Abstract read
In one paragraph

Article in Behavioral sciences (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Sisi LiKey Laboratory of Child Development and Learning Science, School of Biological Science & Medical Engineering, Southeast University, Nanjing 211189, China.
Guangzhen ZhangKey Laboratory of Child Development and Learning Science, School of Biological Science & Medical Engineering, Southeast University, Nanjing 211189, China.
Zongbao LiangKey Laboratory of Child Development and Learning Science, School of Biological Science & Medical Engineering, Southeast University, Nanjing 211189, China.
Dongquan LiangSchool of Education Science, Nanning Normal University, Nanning 530299, China.

Funding

National Social Science Foundation of China BBA240046
6 · The paper itself

Abstract

This study used a Cross-Lagged Panel Network model to examine prospective longitudinal associations among dimensions of adolescent mental health and differences in these associations across gender and grade levels. A total of 3610 Chinese adolescents completed the Middle School Student Mental Health Scale at two time points, with an interval of approximately six months between assessments. In the overall network, interpersonal sensitivity had the strongest out-expected influence, indicating the strongest outgoing predictive associations with other mental health dimensions. Depression ranked second and showed a significant bidirectional prospective association with interpersonal sensitivity. Emotional instability had the strongest in-expected influence, suggesting that it was the dimension most strongly predicted by other domains. Subgroup analyses revealed that interpersonal sensitivity showed the strongest outgoing predictive associations in the male network, whereas depression played this role in the female network. In the junior high school network, depression showed the strongest outgoing predictive associations, whereas interpersonal sensitivity was the most central predictive domain in the senior high school network. These findings may inform gender- and grade-sensitive screening and monitoring strategies and provide preliminary evidence for future intervention research.

Indexed as

adolescent mental healthCross-Lagged Panel Networkgender differencesgrade-level differencessymptom network

Identifiers

PMID42352760
PMCPMC13295604

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.